fidoptMR to MR, one acquisition to the mean of its repetitions, synthesis
1 dataset · mean rank- 1ANTs DenoiseImage1.00
- 2DIPY non-local means2.00
- 3Gaussian blur3.00
Leaderboards
Synthesis
Make the image of another modality or contrast from a source image, checked against the real target. A leaderboard ranks one kind of problem: choose yours on the left, or find it with the filters. A method that leads one can trail another.
Modalities
Annotations
Every problem OfficialResearch
Motion-corrupted to still brain MR, corpus-aligned
1 dataset · mean rank- 1SynthSR1.00
21 more wait for a method with a result on every dataset: on the left.
What has been run
Every method on every dataset of the task, with its place in that dataset's table. A cell opens the dataset.
| MR to CT, synthesis | CBCT to CT, synthesis | MR to MR, another contrast, field strength or scanner, synthesis | MR to MR, one acquisition to the mean of its repetitions, synthesis | CT to PET, synthesis | PET to CT, synthesis | CT to CT, another reconstruction, dose or contrast phase, synthesis | MR to PET, synthesis | Several MR sequences to the contrast T1, synthesis | Fluorescence microscopy, confocal to STED, synthesis | Wide-field fluorescence to structured illumination | Wide-field to structured illumination, 2D synthesis | Transmitted light to nucleus fluorescence, 2D synthesis | Transmitted light to fluorescence, 3D synthesis | CBCT to CT, values scaled per image, synthesis | CBCT to CT of the lung, five patients, synthesis | CT to sodium fluoride bone PET, nine patients, synthesis | Simulated CBCT to CT, synthesis | Motion-corrupted to still brain MR, corpus-aligned | Attenuation CT to Galligas ventilation PET | Histology, H&E to Hoechst on the same section, synthesis | Fluorescence microscopy, low to high exposure, three specimens, synthesis | Diffusion MR to FLAIR of the same session, corpus-aligned, synthesis | |||||||||||||||||||||||||||||||||||||
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| MultimodalHC_MRCT_Syn | SynthRAD_MRCT_Syn | SynthRAD_BrainMRCT_Syn | SynthRAD2025_MRCT_Syn | SynthRAD2025_HN_MRCT_Syn | DoseRAD2026_MRCT_Syn | PairedHeadMRCT_Syn | HaNSeg_Syn | TopCoW_MRCT_Syn | L2R_AbdomenMRCT_Syn | PelvicReference_Syn | SynthRAD_CBCTCT_Syn | SynthRAD_BrainCBCTCT_Syn | SynthRAD2025_CBCTCT_Syn | SynthRAD2025_HN_CBCTCT_Syn | COBRA2026_CBCTCT_Syn | IXI_T2PD | MR3T7T_Syn | ISPY2_Syn | VestibularSchwannoma_T1T2_Syn | ONHarmony_Syn | DukeBreastMR_Syn | M4Raw_T2_Syn | AutoPET_CTPET_Syn | AutoPSMA_CTPET_Syn | ACRIN6668_CTPET_Syn | NSCLCRadiogenomics_CTPET_Syn | QINBreast_CTPET_Syn | LungPETCTDx_CTPET_Syn | RIDERLung_CTPET_Syn | ENHANCEPET_CTPET_Syn | MultimodalHC_PETCT_Syn | NLSTKernel_Syn | MayoLDCT_Syn | MyelomaSpineDECT_Syn | MCTLTDiag_Syn | ISLES24_NCCTCTA_Syn | PBR28_MRPET_Syn | MonashPETMR_Syn | BraTS2021_Syn | RCANConfocalSTED_Syn | BioTISR_Syn | BioSR_CCP_Syn | BioSR_ER_Syn | BioSR_MT_Syn | BioSR_Actin_Syn | LightMyCells_Nucleus_Syn | InSilicoLabeling_Syn | AllenLabelFree_Syn | AllenWTC11_Syn | HNCBCTCT_Syn | Lung4D_CBCTCT_Syn | NaFProstate_CTPET_Syn | ICASSPCBCT_Syn | MRART_Syn | VentilationCTPET_Syn | OrionCRC_HEIF_Syn | CAREPlanaria_Syn | ISLES2022_Syn | |
| SynthSR | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | 1 | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | 1 | n/a | n/a | n/a | n/a |
| ANTs DenoiseImage | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | 1 | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a |
| DFCAN · F-actin | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | 1 | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a |
| DFCAN · microtubules | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | 1 | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a |
| DIPY non-local means | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | 2 | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a |
| Gaussian blur | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | 3 | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a |
| Gaussian blur · sigma 0.55 mm | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | 25/25 | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a |
| KonfAI synthesis app · TotalSynth CBCT to CT, KonfAI app | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | 10/10 | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | 15/15 | 10/10 | n/a | 10/10 | n/a | n/a | n/a | n/a | n/a |
| KonfAI synthesis app · TotalSynth MR to CT, KonfAI app | 10/10 | n/a | n/a | n/a | n/a | n/a | 12/12 | 10/10 | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a |
| nnsyn · CBCT to CT, abdomen | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | 10/10 | 14/14 | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a |
| nnsyn · CBCT to CT, head and neck | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | 13/13 | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | 15/15 | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a |
| nnsyn · CBCT to CT, thorax | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | 10/10 | n/a | 10/10 | n/a | n/a | n/a | n/a | n/a |
| nnsyn · MR to CT, abdomen | n/a | 14/14 | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a |
| nnsyn · MR to CT, head and neck | n/a | n/a | 14/14 | n/a | n/a | n/a | 12/12 | 10/10 | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a |
1 place in that table, 1 is best2/10 cases done, not ranked yetn/a does not apply not run some cases failed
How to read a table
- Where the source and the target are of one modality, each score is followed by its change against the source as given: in green when the method did better, in red when it did worse.
- A method's place averages its ranks on accuracy. A case it fails on counts against it.
MAE: mean absolute error of a synthetic image against its target, inside the body, in the image's units. PSNR: the same by signal-to-noise ratio, higher is better. SSIM: the same by structural similarity, 1 is perfect. Anatomy Dice and HD95: TotalSegmentator run on the synthetic and on the target image, the structures compared; shown, not ranked.